Distribution of PM

Meteorology: - Mean temp, RH, wind speed, precipitation, snow, wind direction

## # A tibble: 1 × 8
##    mean    sd median   IQR   q25   q75   min   max
##   <dbl> <dbl>  <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1  4.54  5.28   2.96  3.45  1.66  5.11     0  50.2

Visualize associations with lPM

Associations with time min

Model

Roadiness

Local roads, 1 km

## [1] TRUE

## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE

Old models with min/max temp

Main models with avg temp

Compare roadiness measures

## [1] TRUE
## [1] TRUE
## [1] TRUE

Road type

## [1] TRUE

## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE

Old min/max temp

## $fig

## 
## $tab
## # A tibble: 15 × 17
##    effect term      estim…¹ std.e…²    df stati…³ p.value conf.low conf.…⁴   IQR
##    <chr>  <fct>       <dbl>   <dbl> <dbl>   <dbl>   <dbl>    <dbl>   <dbl> <dbl>
##  1 fixed  Highway    0.0706  0.0339  2239    2.08  0.0374  0.00412   0.137     1
##  2 fixed  LocalConn  0.0496  0.0398  2239    1.25  0.213  -0.0285    0.128     1
##  3 fixed  Ramp/Tun…  0.0644  0.0448  2239    1.44  0.151  -0.0234    0.152     1
##  4 fixed  Highway    0.0712  0.0339  2239    2.10  0.0359  0.00469   0.138     1
##  5 fixed  LocalConn  0.0493  0.0398  2239    1.24  0.216  -0.0288    0.127     1
##  6 fixed  Ramp/Tun…  0.0647  0.0448  2239    1.44  0.149  -0.0232    0.152     1
##  7 fixed  Highway    0.0702  0.0339  2238    2.07  0.0387  0.00365   0.137     1
##  8 fixed  LocalConn  0.0495  0.0398  2238    1.24  0.214  -0.0285    0.128     1
##  9 fixed  Ramp/Tun…  0.0637  0.0448  2238    1.42  0.155  -0.0241    0.152     1
## 10 fixed  Highway    0.0724  0.0339  2237    2.14  0.0328  0.00593   0.139     1
## 11 fixed  LocalConn  0.0529  0.0397  2237    1.33  0.183  -0.0250    0.131     1
## 12 fixed  Ramp/Tun…  0.0665  0.0448  2237    1.48  0.138  -0.0213    0.154     1
## 13 fixed  Highway    0.0619  0.0348  2235    1.78  0.0750 -0.00624   0.130     1
## 14 fixed  LocalConn  0.0425  0.0402  2235    1.06  0.290  -0.0363    0.121     1
## 15 fixed  Ramp/Tun…  0.0561  0.0453  2235    1.24  0.216  -0.0327    0.145     1
## # … with 7 more variables: estimateIQR <dbl>, conf.lowIQR <dbl>,
## #   conf.highIQR <dbl>, term1 <fct>, type <chr>, type2 <chr>, name <fct>, and
## #   abbreviated variable names ¹​estimate, ²​std.error, ³​statistic, ⁴​conf.high

Main met models

## $fig

## 
## $tab
## # A tibble: 15 × 17
##    effect term      estim…¹ std.e…²    df stati…³ p.value conf.low conf.…⁴   IQR
##    <chr>  <fct>       <dbl>   <dbl> <dbl>   <dbl>   <dbl>    <dbl>   <dbl> <dbl>
##  1 fixed  Highway    0.0706  0.0339  2239    2.08  0.0374  0.00412   0.137     1
##  2 fixed  LocalConn  0.0496  0.0398  2239    1.25  0.213  -0.0285    0.128     1
##  3 fixed  Ramp/Tun…  0.0644  0.0448  2239    1.44  0.151  -0.0234    0.152     1
##  4 fixed  Highway    0.0712  0.0339  2239    2.10  0.0361  0.00463   0.138     1
##  5 fixed  LocalConn  0.0493  0.0398  2239    1.24  0.216  -0.0288    0.127     1
##  6 fixed  Ramp/Tun…  0.0646  0.0448  2239    1.44  0.149  -0.0232    0.152     1
##  7 fixed  Highway    0.0702  0.0339  2238    2.07  0.0387  0.00365   0.137     1
##  8 fixed  LocalConn  0.0495  0.0398  2238    1.24  0.214  -0.0285    0.128     1
##  9 fixed  Ramp/Tun…  0.0637  0.0448  2238    1.42  0.155  -0.0241    0.152     1
## 10 fixed  Highway    0.0724  0.0339  2237    2.14  0.0328  0.00593   0.139     1
## 11 fixed  LocalConn  0.0529  0.0397  2237    1.33  0.183  -0.0250    0.131     1
## 12 fixed  Ramp/Tun…  0.0665  0.0448  2237    1.48  0.138  -0.0213    0.154     1
## 13 fixed  Highway    0.0619  0.0348  2235    1.78  0.0750 -0.00624   0.130     1
## 14 fixed  LocalConn  0.0425  0.0402  2235    1.06  0.290  -0.0363    0.121     1
## 15 fixed  Ramp/Tun…  0.0561  0.0453  2235    1.24  0.216  -0.0327    0.145     1
## # … with 7 more variables: estimateIQR <dbl>, conf.lowIQR <dbl>,
## #   conf.highIQR <dbl>, term1 <fct>, type <chr>, type2 <chr>, name <fct>, and
## #   abbreviated variable names ¹​estimate, ²​std.error, ³​statistic, ⁴​conf.high
## # A tibble: 3 × 4
##   term        estimate conf.low conf.high
##   <fct>          <dbl>    <dbl>     <dbl>
## 1 Highway       0.0706  0.00412     0.137
## 2 LocalConn     0.0496 -0.0285      0.128
## 3 Ramp/Tunnel   0.0644 -0.0234      0.152

Speed

## [1] TRUE

## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE
## [1] TRUE

Old models with min.max temp

Main model (avg temp)

Lags

Roadiness

## [1] 1
## [1] TRUE
## [1] 2
## [1] TRUE
## [1] 3
## [1] TRUE
## [1] 4
## [1] TRUE
## [1] 5
## [1] TRUE
## [1] 6
## [1] TRUE
## [1] 7
## [1] TRUE
## [1] 8
## [1] TRUE
## [1] 9
## [1] TRUE
## [1] 10
## [1] TRUE
## [1] 11
## [1] TRUE
## [1] TRUE

Road type

## [1] 1
## [1] TRUE
## [1] 2
## [1] TRUE
## [1] 3
## [1] TRUE
## [1] 4
## [1] TRUE
## [1] 5
## [1] TRUE
## [1] 6
## [1] TRUE
## [1] 7
## [1] TRUE
## [1] 8
## [1] TRUE
## [1] 9
## [1] TRUE
## [1] 10
## [1] TRUE
## [1] 11
## [1] TRUE
## [1] TRUE

All

## [1] TRUE

Misc

Weather

## [1] TRUE

Ambient daily and hourly PM

## [1] TRUE

Check in-vehicle RH

## [1] TRUE

## [1] TRUE

## [1] TRUE